Pandas Profiling Report

Dataset statistics

Number of variables	27
Number of observations	20469
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.4 MiB
Average record size in memory	224.0 B

Variable types

Numeric	20
Categorical	7

Alerts

`source_db` has constant value ""	Constant
`comorbidity_score_name` has constant value ""	Constant
`admission_age` is highly overall correlated with `comorbidity_score_value`	High correlation
`weight_admission` is highly overall correlated with `BMI_admission`	High correlation
`BMI_admission` is highly overall correlated with `weight_admission`	High correlation
`los_hospital` is highly overall correlated with `los_ICU`	High correlation
`los_ICU` is highly overall correlated with `los_hospital`	High correlation
`comorbidity_score_value` is highly overall correlated with `admission_age`	High correlation
`pCO2` is highly overall correlated with `bmp_bicarbonate`	High correlation
`pO2` is highly overall correlated with `SaO2` and 1 other fields	High correlation
`SaO2` is highly overall correlated with `pO2` and 1 other fields	High correlation
`SpO2` is highly overall correlated with `pO2` and 1 other fields	High correlation
`bmp_bicarbonate` is highly overall correlated with `pCO2`	High correlation
`sex_female` is highly overall correlated with `Gender`	High correlation
`Gender` is highly overall correlated with `sex_female`	High correlation
`race_ethnicity` is highly imbalanced (56.8%)	Imbalance
`BMI_admission` is highly skewed (γ1 = 51.90390605)	Skewed
`los_ICU` is highly skewed (γ1 = 22.49978938)	Skewed
`hospital_admission_id` has unique values	Unique
`comorbidity_score_value` has 1799 (8.8%) zeros	Zeros
`sofa_past_overall_24hr` has 2157 (10.5%) zeros	Zeros

Reproduction

Analysis started	2024-01-24 11:04:23.187198
Analysis finished	2024-01-24 11:04:43.841534
Duration	20.65 seconds
Software version	ydata-profiling vv4.6.0
Download configuration	config.json

hospital_admission_id
Real number (ℝ)

UNIQUE

Distinct	20469
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1386586.1

Minimum	129260
Maximum	2743053
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	129260
5-th percentile	369838.2
Q1	714473
median	1233993
Q3	2191059
95-th percentile	2624249.4
Maximum	2743053
Range	2613793
Interquartile range (IQR)	1476586

Descriptive statistics

Standard deviation	775876.58
Coefficient of variation (CV)	0.55955891
Kurtosis	-1.2464559
Mean	1386586.1
Median Absolute Deviation (MAD)	605719
Skewness	0.31892173
Sum	2.838203 × 10¹⁰
Variance	6.0198447 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
190805	1	< 0.1%
1613651	1	< 0.1%
1662691	1	< 0.1%
1579858	1	< 0.1%
1804387	1	< 0.1%
1716119	1	< 0.1%
1682319	1	< 0.1%
1562471	1	< 0.1%
1700148	1	< 0.1%
1709399	1	< 0.1%
Other values (20459)	20459	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
129260	1	< 0.1%
129341	1	< 0.1%
129397	1	< 0.1%
129534	1	< 0.1%
129887	1	< 0.1%
130186	1	< 0.1%
130270	1	< 0.1%
130343	1	< 0.1%
130585	1	< 0.1%
130702	1	< 0.1%

Value	Count	Frequency (%)
2743053	1	< 0.1%
2742956	1	< 0.1%
2742913	1	< 0.1%
2742865	1	< 0.1%
2742860	1	< 0.1%
2742845	1	< 0.1%
2742842	1	< 0.1%
2742694	1	< 0.1%
2742669	1	< 0.1%
2742621	1	< 0.1%

source_db
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	319.8 KiB

eicu	20469

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	81876
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	eicu
2nd row	eicu
3rd row	eicu
4th row	eicu
5th row	eicu

Common Values

Value	Count	Frequency (%)
eicu	20469	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
eicu	20469	100.0%

Most occurring characters

Value	Count	Frequency (%)
e	20469	25.0%
i	20469	25.0%
c	20469	25.0%
u	20469	25.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	81876	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	20469	25.0%
i	20469	25.0%
c	20469	25.0%
u	20469	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	81876	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	20469	25.0%
i	20469	25.0%
c	20469	25.0%
u	20469	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	81876	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	20469	25.0%
i	20469	25.0%
c	20469	25.0%
u	20469	25.0%

admission_age
Real number (ℝ)

HIGH CORRELATION

Distinct	77
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.729445

Minimum	14
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	14
5-th percentile	34
Q1	55
median	66
Q3	76
95-th percentile	87
Maximum	90
Range	76
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	15.583667
Coefficient of variation (CV)	0.24075082
Kurtosis	0.10240197
Mean	64.729445
Median Absolute Deviation (MAD)	10
Skewness	-0.62729957
Sum	1324947
Variance	242.85068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	616	3.0%
67	592	2.9%
68	547	2.7%
65	544	2.7%
71	540	2.6%
62	525	2.6%
66	519	2.5%
72	519	2.5%
73	513	2.5%
63	509	2.5%
Other values (67)	15045	73.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	1	< 0.1%
15	1	< 0.1%
16	7	< 0.1%
17	7	< 0.1%
18	21	0.1%
19	39	0.2%
20	37	0.2%
21	45	0.2%
22	59	0.3%
23	79	0.4%

Value	Count	Frequency (%)
90	616	3.0%
89	190	0.9%
88	214	1.0%
87	249	1.2%
86	278	1.4%
85	308	1.5%
84	339	1.7%
83	369	1.8%
82	370	1.8%
81	325	1.6%

sex_female
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	319.8 KiB

0	11127
1	9342

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	20469
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	11127	54.4%
1	9342	45.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	11127	54.4%
1	9342	45.6%

Most occurring characters

Value	Count	Frequency (%)
0	11127	54.4%
1	9342	45.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20469	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11127	54.4%
1	9342	45.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	20469	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11127	54.4%
1	9342	45.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20469	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11127	54.4%
1	9342	45.6%

weight_admission
Real number (ℝ)

HIGH CORRELATION

Distinct	2252
Distinct (%)	11.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.6001

Minimum	0
Maximum	639.6
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	0
5-th percentile	49.9
Q1	68
median	82.32
Q3	101.4
95-th percentile	140.3
Maximum	639.6
Range	639.6
Interquartile range (IQR)	33.4

Descriptive statistics

Standard deviation	30.02945
Coefficient of variation (CV)	0.34280156
Kurtosis	14.854492
Mean	87.6001
Median Absolute Deviation (MAD)	16.62
Skewness	2.0009873
Sum	1793086.4
Variance	901.76789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	180	0.9%
81.6	165	0.8%
63.5	158	0.8%
90.7	157	0.8%
77.1	121	0.6%
100	121	0.6%
75	118	0.6%
80	107	0.5%
70	104	0.5%
74.8	101	0.5%
Other values (2242)	19137	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.5	2	< 0.1%
2.5	1	< 0.1%
10	1	< 0.1%
19.8	1	< 0.1%
22	1	< 0.1%
25.2	1	< 0.1%
26.02	1	< 0.1%
27.3	1	< 0.1%
28.4	1	< 0.1%

Value	Count	Frequency (%)
639.6	1	< 0.1%
630.9	1	< 0.1%
362.9	1	< 0.1%
303	1	< 0.1%
302.8	1	< 0.1%
295.4	1	< 0.1%
295.1	1	< 0.1%
294.8	1	< 0.1%
287	1	< 0.1%
285.6	1	< 0.1%

height_admission
Real number (ℝ)

Distinct	381
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	169.11547

Minimum	1.54
Maximum	504.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	1.54
5-th percentile	152.4
Q1	162
median	170
Q3	177.8
95-th percentile	187
Maximum	504.8
Range	503.26
Interquartile range (IQR)	15.8

Descriptive statistics

Standard deviation	13.135761
Coefficient of variation (CV)	0.077673326
Kurtosis	67.294791
Mean	169.11547
Median Absolute Deviation (MAD)	7.8
Skewness	-0.85559843
Sum	3461624.6
Variance	172.54823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
160	1217	5.9%
177.8	1166	5.7%
167.6	1084	5.3%
172.7	1060	5.2%
165.1	1042	5.1%
162.6	819	4.0%
170.2	808	3.9%
157.5	760	3.7%
175.3	751	3.7%
182.9	727	3.6%
Other values (371)	11035	53.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.54	1	< 0.1%
1.6	2	< 0.1%
1.65	1	< 0.1%
1.67	4	< 0.1%
1.7	2	< 0.1%
1.72	1	< 0.1%
1.75	1	< 0.1%
1.77	1	< 0.1%
1.82	1	< 0.1%
15.2	1	< 0.1%

Value	Count	Frequency (%)
504.8	1	< 0.1%
504.2	1	< 0.1%
257.5	1	< 0.1%
254	1	< 0.1%
213.4	1	< 0.1%
210.8	1	< 0.1%
208.3	2	< 0.1%
205.7	2	< 0.1%
203.2	3	< 0.1%
203	2	< 0.1%

BMI_admission
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	14223
Distinct (%)	69.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	267.54077

Minimum	0
Maximum	725551.02
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	0
5-th percentile	18.743844
Q1	24.017768
median	28.480912
Q3	34.717839
95-th percentile	49.058556
Maximum	725551.02
Range	725551.02
Interquartile range (IQR)	10.700071

Descriptive statistics

Standard deviation	10083.979
Coefficient of variation (CV)	37.691371
Kurtosis	3061.5866
Mean	267.54077
Median Absolute Deviation (MAD)	5.1259043
Skewness	51.903906
Sum	5476292.1
Variance	1.0168662 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.60610272	17	0.1%
23.29590458	17	0.1%
27.35933163	16	0.1%
24.01776785	16	0.1%
29.93615455	14	0.1%
26.539849	14	0.1%
24.20811	14	0.1%
22.79944302	14	0.1%
27.11314372	13	0.1%
30.86377727	13	0.1%
Other values (14213)	20321	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.1581635816	1	< 0.1%
0.1627069755	1	< 0.1%
0.7690393376	1	< 0.1%
2.684215682	1	< 0.1%
3.139042594	1	< 0.1%
3.810394757	1	< 0.1%
7.736827222	1	< 0.1%
9.545817908	1	< 0.1%
9.84375	1	< 0.1%

Value	Count	Frequency (%)
725551.0204	1	< 0.1%
657783.7747	1	< 0.1%
588093.2255	1	< 0.1%
385098.0673	1	< 0.1%
321875	1	< 0.1%
283443.4549	1	< 0.1%
279321.5963	1	< 0.1%
263544.7668	1	< 0.1%
260676.2523	1	< 0.1%
237628.4478	1	< 0.1%

los_hospital
Real number (ℝ)

HIGH CORRELATION

Distinct	14919
Distinct (%)	72.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.941162

Minimum	-0.26458333
Maximum	763.275
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	< 0.1%
Memory size	319.8 KiB

Quantile statistics

Minimum	-0.26458333
5-th percentile	1.5751389
Q1	4.6583333
median	8.0277778
Q3	13.819444
95-th percentile	28.717639
Maximum	763.275
Range	763.53958
Interquartile range (IQR)	9.1611111

Descriptive statistics

Standard deviation	13.307408
Coefficient of variation (CV)	1.2162701
Kurtosis	842.74204
Mean	10.941162
Median Absolute Deviation (MAD)	4.0548611
Skewness	19.526098
Sum	223954.65
Variance	177.08711
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.161111111	7	< 0.1%
5.861111111	7	< 0.1%
8.05	6	< 0.1%
10.12847222	5	< 0.1%
4.960416667	5	< 0.1%
4.518055556	5	< 0.1%
7.338888889	5	< 0.1%
5.847222222	5	< 0.1%
4.040972222	5	< 0.1%
7.238194444	5	< 0.1%
Other values (14909)	20414	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.2645833333	1	< 0.1%
0.09375	1	< 0.1%
0.1291666667	1	< 0.1%
0.1458333333	1	< 0.1%
0.1680555556	1	< 0.1%
0.1722222222	1	< 0.1%
0.1756944444	1	< 0.1%
0.1854166667	1	< 0.1%
0.1881944444	1	< 0.1%
0.1930555556	1	< 0.1%

Value	Count	Frequency (%)
763.275	1	< 0.1%
600.7680556	1	< 0.1%
506.5201389	1	< 0.1%
353.8201389	1	< 0.1%
323.9458333	1	< 0.1%
281.0541667	1	< 0.1%
251.9930556	1	< 0.1%
246.9111111	1	< 0.1%
167.5923611	1	< 0.1%
162.5583333	1	< 0.1%

los_ICU
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	800
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.1373052

Minimum	0
Maximum	506.375
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.70833333
Q1	1.75
median	3.2083333
Q3	6.25
95-th percentile	15.833333
Maximum	506.375
Range	506.375
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	6.9431191
Coefficient of variation (CV)	1.35151
Kurtosis	1409.1213
Mean	5.1373052
Median Absolute Deviation (MAD)	1.875
Skewness	22.499789
Sum	105155.5
Variance	48.206903
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.833333333	221	1.1%
1.916666667	218	1.1%
2	214	1.0%
1	208	1.0%
1.75	208	1.0%
0.875	208	1.0%
1.958333333	202	1.0%
1.875	201	1.0%
1.041666667	200	1.0%
0.9166666667	195	1.0%
Other values (790)	18394	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
0.04166666667	4	< 0.1%
0.08333333333	11	0.1%
0.125	25	0.1%
0.1666666667	29	0.1%
0.2083333333	38	0.2%
0.25	51	0.2%
0.2916666667	56	0.3%
0.3333333333	59	0.3%
0.375	56	0.3%

Value	Count	Frequency (%)
506.375	1	< 0.1%
246.9166667	1	< 0.1%
98.66666667	1	< 0.1%
87.58333333	1	< 0.1%
82.83333333	1	< 0.1%
81.125	1	< 0.1%
78.20833333	1	< 0.1%
76.54166667	1	< 0.1%
72.625	1	< 0.1%
66.5	1	< 0.1%

comorbidity_score_name
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	319.8 KiB

Charlson	20469

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	163752
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Charlson
2nd row	Charlson
3rd row	Charlson
4th row	Charlson
5th row	Charlson

Common Values

Value	Count	Frequency (%)
Charlson	20469	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
charlson	20469	100.0%

Most occurring characters

Value	Count	Frequency (%)
C	20469	12.5%
h	20469	12.5%
a	20469	12.5%
r	20469	12.5%
l	20469	12.5%
s	20469	12.5%
o	20469	12.5%
n	20469	12.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	143283	87.5%
Uppercase Letter	20469	12.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
h	20469	14.3%
a	20469	14.3%
r	20469	14.3%
l	20469	14.3%
s	20469	14.3%
o	20469	14.3%
n	20469	14.3%

Uppercase Letter

Value	Count	Frequency (%)
C	20469	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	163752	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	20469	12.5%
h	20469	12.5%
a	20469	12.5%
r	20469	12.5%
l	20469	12.5%
s	20469	12.5%
o	20469	12.5%
n	20469	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	163752	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	20469	12.5%
h	20469	12.5%
a	20469	12.5%
r	20469	12.5%
l	20469	12.5%
s	20469	12.5%
o	20469	12.5%
n	20469	12.5%

comorbidity_score_value
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1252137

Minimum	0
Maximum	19
Zeros	1799
Zeros (%)	8.8%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	9
Maximum	19
Range	19
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.7417693
Coefficient of variation (CV)	0.66463691
Kurtosis	0.70718931
Mean	4.1252137
Median Absolute Deviation (MAD)	2
Skewness	0.70886664
Sum	84439
Variance	7.5172991
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
4	3037	14.8%
3	3024	14.8%
5	2669	13.0%
2	2400	11.7%
6	2071	10.1%
1	1843	9.0%
0	1799	8.8%
7	1419	6.9%
8	884	4.3%
9	507	2.5%
Other values (10)	816	4.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1799	8.8%
1	1843	9.0%
2	2400	11.7%
3	3024	14.8%
4	3037	14.8%
5	2669	13.0%
6	2071	10.1%
7	1419	6.9%
8	884	4.3%
9	507	2.5%

Value	Count	Frequency (%)
19	1	< 0.1%
18	2	< 0.1%
17	3	< 0.1%
16	10	< 0.1%
15	19	0.1%
14	49	0.2%
13	74	0.4%
12	124	0.6%
11	210	1.0%
10	324	1.6%

in_hospital_mortality
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	319.8 KiB

0.0	16627
1.0	3842

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	61407
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	16627	81.2%
1.0	3842	18.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	16627	81.2%
1.0	3842	18.8%

Most occurring characters

Value	Count	Frequency (%)
0	37096	60.4%
.	20469	33.3%
1	3842	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40938	66.7%
Other Punctuation	20469	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	37096	90.6%
1	3842	9.4%

Other Punctuation

Value	Count	Frequency (%)
.	20469	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	61407	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	37096	60.4%
.	20469	33.3%
1	3842	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61407	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	37096	60.4%
.	20469	33.3%
1	3842	6.3%

race_ethnicity
Categorical

IMBALANCE

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	319.8 KiB

White	16326
Black	1746
Unknown	1198
Hispanic OR Latino	782
Asian	264

Length

Max length	31
Median length	5
Mean length	5.8080512
Min length	5

Characters and Unicode

Total characters	118885
Distinct characters	29
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	White
2nd row	White
3rd row	White
4th row	White
5th row	White

Common Values

Value	Count	Frequency (%)
White	16326	79.8%
Black	1746	8.5%
Unknown	1198	5.9%
Hispanic OR Latino	782	3.8%
Asian	264	1.3%
American Indian / Alaska Native	153	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
white	16326	72.1%
black	1746	7.7%
unknown	1198	5.3%
hispanic	782	3.5%
or	782	3.5%
latino	782	3.5%
asian	264	1.2%
american	153	0.7%
indian	153	0.7%
	153	0.7%
Other values (2)	306	1.4%

Most occurring characters

Value	Count	Frequency (%)
i	19395	16.3%
t	17261	14.5%
e	16632	14.0%
W	16326	13.7%
h	16326	13.7%
n	5881	4.9%
a	4339	3.6%
k	3097	2.6%
c	2681	2.3%
	2176	1.8%
Other values (19)	14771	12.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	93282	78.5%
Uppercase Letter	23274	19.6%
Space Separator	2176	1.8%
Other Punctuation	153	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	19395	20.8%
t	17261	18.5%
e	16632	17.8%
h	16326	17.5%
n	5881	6.3%
a	4339	4.7%
k	3097	3.3%
c	2681	2.9%
o	1980	2.1%
l	1899	2.0%
Other values (7)	3791	4.1%

Uppercase Letter

Value	Count	Frequency (%)
W	16326	70.1%
B	1746	7.5%
U	1198	5.1%
R	782	3.4%
L	782	3.4%
H	782	3.4%
O	782	3.4%
A	570	2.4%
I	153	0.7%
N	153	0.7%

Space Separator

Value	Count	Frequency (%)
	2176	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	153	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	116556	98.0%
Common	2329	2.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	19395	16.6%
t	17261	14.8%
e	16632	14.3%
W	16326	14.0%
h	16326	14.0%
n	5881	5.0%
a	4339	3.7%
k	3097	2.7%
c	2681	2.3%
o	1980	1.7%
Other values (17)	12638	10.8%

Common

Value	Count	Frequency (%)
	2176	93.4%
/	153	6.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118885	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	19395	16.3%
t	17261	14.5%
e	16632	14.0%
W	16326	13.7%
h	16326	13.7%
n	5881	4.9%
a	4339	3.6%
k	3097	2.6%
c	2681	2.3%
	2176	1.8%
Other values (19)	14771	12.4%

pH
Real number (ℝ)

Distinct	625
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.3567671

Minimum	6.683
Maximum	7.778
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	6.683
5-th percentile	7.17
Q1	7.3
median	7.37
Q3	7.425
95-th percentile	7.5
Maximum	7.778
Range	1.095
Interquartile range (IQR)	0.125

Descriptive statistics

Standard deviation	0.10214859
Coefficient of variation (CV)	0.013884984
Kurtosis	1.9192191
Mean	7.3567671
Median Absolute Deviation (MAD)	0.06
Skewness	-0.85529075
Sum	150585.66
Variance	0.010434335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.39	658	3.2%
7.4	657	3.2%
7.41	649	3.2%
7.36	620	3.0%
7.42	607	3.0%
7.38	605	3.0%
7.37	600	2.9%
7.34	567	2.8%
7.43	558	2.7%
7.35	551	2.7%
Other values (615)	14397	70.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.683	1	< 0.1%
6.742	1	< 0.1%
6.8	2	< 0.1%
6.81	1	< 0.1%
6.814	1	< 0.1%
6.82	2	< 0.1%
6.83	3	< 0.1%
6.84	1	< 0.1%
6.848	2	< 0.1%
6.85	1	< 0.1%

Value	Count	Frequency (%)
7.778	1	< 0.1%
7.75	1	< 0.1%
7.73	1	< 0.1%
7.71	1	< 0.1%
7.705	1	< 0.1%
7.7	1	< 0.1%
7.694	1	< 0.1%
7.69	2	< 0.1%
7.688	1	< 0.1%
7.684	1	< 0.1%

pCO2
Real number (ℝ)

HIGH CORRELATION

Distinct	864
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.065621

Minimum	9
Maximum	181.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	9
5-th percentile	26
Q1	34
median	40.9
Q3	49.9
95-th percentile	75
Maximum	181.7
Range	172.7
Interquartile range (IQR)	15.9

Descriptive statistics

Standard deviation	15.393251
Coefficient of variation (CV)	0.34932563
Kurtosis	4.2487754
Mean	44.065621
Median Absolute Deviation (MAD)	7.3
Skewness	1.6365666
Sum	901979.2
Variance	236.95217
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38	512	2.5%
39	468	2.3%
40	454	2.2%
36	441	2.2%
37	424	2.1%
42	423	2.1%
34	422	2.1%
41	420	2.1%
35	417	2.0%
43	404	2.0%
Other values (854)	16084	78.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	1	< 0.1%
9.3	1	< 0.1%
10	1	< 0.1%
11.1	1	< 0.1%
11.4	1	< 0.1%
11.6	1	< 0.1%
11.8	1	< 0.1%
12	3	< 0.1%
12.2	1	< 0.1%
12.8	2	< 0.1%

Value	Count	Frequency (%)
181.7	1	< 0.1%
160.8	1	< 0.1%
147.1	1	< 0.1%
147	2	< 0.1%
145.8	1	< 0.1%
145.6	1	< 0.1%
143.9	1	< 0.1%
141	1	< 0.1%
140	1	< 0.1%
139.8	1	< 0.1%

pO2
Real number (ℝ)

HIGH CORRELATION

Distinct	1197
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	92.340261

Minimum	33
Maximum	542
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	33
5-th percentile	54
Q1	68
median	81
Q3	101.6
95-th percentile	166
Maximum	542
Range	509
Interquartile range (IQR)	33.6

Descriptive statistics

Standard deviation	43.297457
Coefficient of variation (CV)	0.46889034
Kurtosis	18.834963
Mean	92.340261
Median Absolute Deviation (MAD)	15
Skewness	3.4579204
Sum	1890112.8
Variance	1874.6698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75	327	1.6%
69	323	1.6%
74	323	1.6%
71	323	1.6%
70	321	1.6%
77	318	1.6%
81	314	1.5%
72	309	1.5%
68	299	1.5%
79	297	1.5%
Other values (1187)	17315	84.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33	2	< 0.1%
33.5	1	< 0.1%
34	2	< 0.1%
35	5	< 0.1%
36	7	< 0.1%
37	8	< 0.1%
37.3	1	< 0.1%
37.4	1	< 0.1%
37.7	1	< 0.1%
38	5	< 0.1%

Value	Count	Frequency (%)
542	1	< 0.1%
539	1	< 0.1%
529	1	< 0.1%
515	1	< 0.1%
510	2	< 0.1%
509	1	< 0.1%
492	1	< 0.1%
491	1	< 0.1%
486	2	< 0.1%
484.3	1	< 0.1%

SaO2
Real number (ℝ)

HIGH CORRELATION

Distinct	268
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.56087

Minimum	70
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	70
5-th percentile	86
Q1	93
median	95.7
Q3	97.6
95-th percentile	99.3
Maximum	100
Range	30
Interquartile range (IQR)	4.6

Descriptive statistics

Standard deviation	4.3962229
Coefficient of variation (CV)	0.046490931
Kurtosis	4.718414
Mean	94.56087
Median Absolute Deviation (MAD)	2.3
Skewness	-1.8061122
Sum	1935566.4
Variance	19.326776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
97	1596	7.8%
96	1544	7.5%
98	1431	7.0%
95	1420	6.9%
99	1211	5.9%
94	1172	5.7%
93	894	4.4%
92	723	3.5%
100	634	3.1%
91	607	3.0%
Other values (258)	9237	45.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70	5	< 0.1%
70.1	2	< 0.1%
70.2	2	< 0.1%
70.3	1	< 0.1%
70.4	1	< 0.1%
70.5	1	< 0.1%
70.6	1	< 0.1%
70.7	1	< 0.1%
71	8	< 0.1%
71.1	2	< 0.1%

Value	Count	Frequency (%)
100	634	3.1%
99.9	27	0.1%
99.8	36	0.2%
99.7	60	0.3%
99.6	61	0.3%
99.5	43	0.2%
99.4	78	0.4%
99.3	87	0.4%
99.2	75	0.4%
99.1	84	0.4%

SpO2
Real number (ℝ)

HIGH CORRELATION

Distinct	30
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.514046

Minimum	70
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	70
5-th percentile	89
Q1	94
median	96
Q3	98
95-th percentile	99
Maximum	99
Range	29
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.7539063
Coefficient of variation (CV)	0.039302139
Kurtosis	7.7751106
Mean	95.514046
Median Absolute Deviation (MAD)	2
Skewness	-2.2444852
Sum	1955077
Variance	14.091812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
99	3905	19.1%
98	3361	16.4%
97	2946	14.4%
96	2439	11.9%
95	1987	9.7%
94	1558	7.6%
93	1151	5.6%
92	859	4.2%
91	619	3.0%
90	403	2.0%
Other values (20)	1241	6.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70	5	< 0.1%
71	15	0.1%
72	17	0.1%
73	14	0.1%
74	9	< 0.1%
75	17	0.1%
76	12	0.1%
77	26	0.1%
78	26	0.1%
79	17	0.1%

Value	Count	Frequency (%)
99	3905	19.1%
98	3361	16.4%
97	2946	14.4%
96	2439	11.9%
95	1987	9.7%
94	1558	7.6%
93	1151	5.6%
92	859	4.2%
91	619	3.0%
90	403	2.0%

vitals_tempc
Real number (ℝ)

Distinct	1363
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.843963

Minimum	29.1
Maximum	44.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	29.1
5-th percentile	35.7
Q1	36.5
median	36.8
Q3	37.2
95-th percentile	38.2
Maximum	44.3
Range	15.2
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.85174257
Coefficient of variation (CV)	0.023117561
Kurtosis	8.0361278
Mean	36.843963
Median Absolute Deviation (MAD)	0.4
Skewness	-0.95015244
Sum	754159.08
Variance	0.72546541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.8	1330	6.5%
36.6	1291	6.3%
36.7	1276	6.2%
36.9	1136	5.5%
36.4	1044	5.1%
37	940	4.6%
37.1	852	4.2%
37.2	831	4.1%
36.5	824	4.0%
36.3	680	3.3%
Other values (1353)	10265	50.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29.1	1	< 0.1%
29.27777778	1	< 0.1%
29.3	1	< 0.1%
29.7	1	< 0.1%
30.1	1	< 0.1%
30.2	1	< 0.1%
30.4	1	< 0.1%
30.5	2	< 0.1%
30.6	1	< 0.1%
30.7	1	< 0.1%

Value	Count	Frequency (%)
44.3	1	< 0.1%
41.1	1	< 0.1%
40.9	2	< 0.1%
40.5	3	< 0.1%
40.4	1	< 0.1%
40.3	5	< 0.1%
40.281	1	< 0.1%
40.27	1	< 0.1%
40.2	2	< 0.1%
40.1	6	< 0.1%

cbc_hemoglobin
Real number (ℝ)

Distinct	651
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.409057

Minimum	3
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	3
5-th percentile	7.8
Q1	9.8
median	11.3
Q3	12.9
95-th percentile	15.4
Maximum	23
Range	20
Interquartile range (IQR)	3.1

Descriptive statistics

Standard deviation	2.3169005
Coefficient of variation (CV)	0.20307555
Kurtosis	0.14813445
Mean	11.409057
Median Absolute Deviation (MAD)	1.6
Skewness	0.31941049
Sum	233531.98
Variance	5.3680279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.9	331	1.6%
11.2	330	1.6%
10.2	309	1.5%
11.5	303	1.5%
10.5	300	1.5%
11.1	297	1.5%
10.3	295	1.4%
10.4	293	1.4%
12.1	290	1.4%
10.8	287	1.4%
Other values (641)	17434	85.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	< 0.1%
3.6	1	< 0.1%
4.1	2	< 0.1%
4.4	2	< 0.1%
4.5	3	< 0.1%
4.6	1	< 0.1%
4.7	1	< 0.1%
4.8	2	< 0.1%
4.9	3	< 0.1%
5	3	< 0.1%

Value	Count	Frequency (%)
23	1	< 0.1%
22.8	1	< 0.1%
22.4	1	< 0.1%
21.6	1	< 0.1%
21.4	1	< 0.1%
21.1	1	< 0.1%
21	1	< 0.1%
20.9	1	< 0.1%
20.6	1	< 0.1%
20.4	2	< 0.1%

bmp_sodium
Real number (ℝ)

Distinct	208
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	138.42484

Minimum	100
Maximum	183
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	100
5-th percentile	130
Q1	136
median	138.8
Q3	141
95-th percentile	147
Maximum	183
Range	83
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	5.4264491
Coefficient of variation (CV)	0.039201412
Kurtosis	3.5108347
Mean	138.42484
Median Absolute Deviation (MAD)	2.8
Skewness	-0.074306694
Sum	2833418.1
Variance	29.44635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
138	1687	8.2%
139	1656	8.1%
140	1630	8.0%
137	1479	7.2%
141	1409	6.9%
136	1326	6.5%
142	1194	5.8%
135	983	4.8%
143	930	4.5%
134	852	4.2%
Other values (198)	7323	35.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100	1	< 0.1%
106	1	< 0.1%
108	2	< 0.1%
109	5	< 0.1%
110	3	< 0.1%
111	3	< 0.1%
112	5	< 0.1%
113	3	< 0.1%
114	4	< 0.1%
115	8	< 0.1%

Value	Count	Frequency (%)
183	1	< 0.1%
175	1	< 0.1%
174	1	< 0.1%
173	2	< 0.1%
172	1	< 0.1%
171	2	< 0.1%
170	2	< 0.1%
169	1	< 0.1%
168	4	< 0.1%
166	1	< 0.1%

bmp_bicarbonate
Real number (ℝ)

HIGH CORRELATION

Distinct	512
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.62832

Minimum	2
Maximum	63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	2
5-th percentile	15
Q1	21
median	24
Q3	28
95-th percentile	36
Maximum	63
Range	61
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.1024743
Coefficient of variation (CV)	0.24778281
Kurtosis	1.4014193
Mean	24.62832
Median Absolute Deviation (MAD)	3
Skewness	0.44627359
Sum	504117.08
Variance	37.240193
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	1426	7.0%
23	1353	6.6%
25	1322	6.5%
22	1203	5.9%
26	1129	5.5%
21	1019	5.0%
27	971	4.7%
20	864	4.2%
28	812	4.0%
19	739	3.6%
Other values (502)	9631	47.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	1	< 0.1%
4	4	< 0.1%
5	8	< 0.1%
6	16	0.1%
7	21	0.1%
8	40	0.2%
8.2	1	< 0.1%
8.7	1	< 0.1%
9	62	0.3%

Value	Count	Frequency (%)
63	1	< 0.1%
58	1	< 0.1%
57	1	< 0.1%
55	1	< 0.1%
54.6	1	< 0.1%
53	3	< 0.1%
52	1	< 0.1%
51	2	< 0.1%
50	6	< 0.1%
49	8	< 0.1%

bmp_creatinine
Real number (ℝ)

Distinct	1877
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5756026

Minimum	0.1
Maximum	22.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.51
Q1	0.8
median	1.09
Q3	1.71
95-th percentile	4.28
Maximum	22.99
Range	22.89
Interquartile range (IQR)	0.91

Descriptive statistics

Standard deviation	1.532986
Coefficient of variation (CV)	0.9729522
Kurtosis	24.690207
Mean	1.5756026
Median Absolute Deviation (MAD)	0.38
Skewness	4.0296056
Sum	32251.01
Variance	2.3500461
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	455	2.2%
0.7	435	2.1%
0.9	386	1.9%
1	374	1.8%
1.1	319	1.6%
0.6	314	1.5%
1.2	260	1.3%
1.3	232	1.1%
0.5	212	1.0%
1.4	200	1.0%
Other values (1867)	17282	84.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	4	< 0.1%
0.11	1	< 0.1%
0.14	1	< 0.1%
0.15	2	< 0.1%
0.17	3	< 0.1%
0.18	2	< 0.1%
0.19	2	< 0.1%
0.2	9	< 0.1%
0.21	3	< 0.1%
0.22	3	< 0.1%

Value	Count	Frequency (%)
22.99	1	< 0.1%
20.22	1	< 0.1%
20.01	1	< 0.1%
19.35	1	< 0.1%
18.8	1	< 0.1%
18.51	1	< 0.1%
18.43	1	< 0.1%
18.2	1	< 0.1%
17.62	1	< 0.1%
17.56	1	< 0.1%

sofa_past_overall_24hr
Real number (ℝ)

ZEROS

Distinct	25
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5660755

Minimum	0
Maximum	24
Zeros	2157
Zeros (%)	10.5%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	11
Maximum	24
Range	24
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.3298993
Coefficient of variation (CV)	0.72926944
Kurtosis	0.5725895
Mean	4.5660755
Median Absolute Deviation (MAD)	2
Skewness	0.75779203
Sum	93463
Variance	11.08823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
4	2565	12.5%
5	2328	11.4%
3	2206	10.8%
1	2170	10.6%
0	2157	10.5%
6	1943	9.5%
2	1867	9.1%
7	1518	7.4%
8	1236	6.0%
9	803	3.9%
Other values (15)	1676	8.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2157	10.5%
1	2170	10.6%
2	1867	9.1%
3	2206	10.8%
4	2565	12.5%
5	2328	11.4%
6	1943	9.5%
7	1518	7.4%
8	1236	6.0%
9	803	3.9%

Value	Count	Frequency (%)
24	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
20	5	< 0.1%
19	7	< 0.1%
18	12	0.1%
17	16	0.1%
16	36	0.2%
15	72	0.4%

sofa_past_cardiovascular_24hr
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	319.8 KiB

1.0	10719
0.0	7694
4.0	1189
3.0	579
2.0	288

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	61407
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	10719	52.4%
0.0	7694	37.6%
4.0	1189	5.8%
3.0	579	2.8%
2.0	288	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	10719	52.4%
0.0	7694	37.6%
4.0	1189	5.8%
3.0	579	2.8%
2.0	288	1.4%

Most occurring characters

Value	Count	Frequency (%)
0	28163	45.9%
.	20469	33.3%
1	10719	17.5%
4	1189	1.9%
3	579	0.9%
2	288	0.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40938	66.7%
Other Punctuation	20469	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	28163	68.8%
1	10719	26.2%
4	1189	2.9%
3	579	1.4%
2	288	0.7%

Other Punctuation

Value	Count	Frequency (%)
.	20469	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	61407	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	28163	45.9%
.	20469	33.3%
1	10719	17.5%
4	1189	1.9%
3	579	0.9%
2	288	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61407	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	28163	45.9%
.	20469	33.3%
1	10719	17.5%
4	1189	1.9%
3	579	0.9%
2	288	0.5%

p50
Real number (ℝ)

Distinct	4590
Distinct (%)	22.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.457867

Minimum	10.024611
Maximum	99.871457
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	319.8 KiB

Quantile statistics

Minimum	10.024611
5-th percentile	15.238877
Q1	20.589182
median	24.301985
Q3	28.631162
95-th percentile	45.973891
Maximum	99.871457
Range	89.846846
Interquartile range (IQR)	8.0419795

Descriptive statistics

Standard deviation	10.943854
Coefficient of variation (CV)	0.41363328
Kurtosis	11.88887
Mean	26.457867
Median Absolute Deviation (MAD)	3.9667564
Skewness	2.8916717
Sum	541566.08
Variance	119.76795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.08244352	71	0.3%
21.36139503	67	0.3%
20.4663275	65	0.3%
19.75238584	64	0.3%
23.02591932	63	0.3%
21.63881574	62	0.3%
22.47107789	62	0.3%
20.52913289	62	0.3%
22.7484986	62	0.3%
24.97704049	61	0.3%
Other values (4580)	19830	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.0246109	1	< 0.1%
10.09805128	7	< 0.1%
10.18985174	1	< 0.1%
10.26456644	2	< 0.1%
10.28165221	5	< 0.1%
10.31837239	1	< 0.1%
10.37595208	1	< 0.1%
10.46525314	4	< 0.1%
10.4711443	1	< 0.1%
10.53869351	1	< 0.1%

Value	Count	Frequency (%)
99.87145728	1	< 0.1%
99.71385141	1	< 0.1%
99.61775392	1	< 0.1%
99.59403657	1	< 0.1%
99.5117053	1	< 0.1%
99.4007947	1	< 0.1%
99.36637287	1	< 0.1%
99.26329914	1	< 0.1%
99.11349358	1	< 0.1%
98.9609025	1	< 0.1%

Gender
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	319.8 KiB

Male	11127
Female	9342

Length

Max length	6
Median length	4
Mean length	4.912795
Min length	4

Characters and Unicode

Total characters	100560
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Male
3rd row	Male
4th row	Male
5th row	Male

Common Values

Value	Count	Frequency (%)
Male	11127	54.4%
Female	9342	45.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	11127	54.4%
female	9342	45.6%

Most occurring characters

Value	Count	Frequency (%)
e	29811	29.6%
a	20469	20.4%
l	20469	20.4%
M	11127	11.1%
F	9342	9.3%
m	9342	9.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	80091	79.6%
Uppercase Letter	20469	20.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	29811	37.2%
a	20469	25.6%
l	20469	25.6%
m	9342	11.7%

Uppercase Letter

Value	Count	Frequency (%)
M	11127	54.4%
F	9342	45.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	100560	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	29811	29.6%
a	20469	20.4%
l	20469	20.4%
M	11127	11.1%
F	9342	9.3%
m	9342	9.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	100560	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	29811	29.6%
a	20469	20.4%
l	20469	20.4%
M	11127	11.1%
F	9342	9.3%
m	9342	9.3%

Auto

Heatmap
Table

	hospital_admission_id	admission_age	weight_admission	height_admission	BMI_admission	los_hospital	los_ICU	comorbidity_score_value	pH	pCO2	pO2	SaO2	SpO2	vitals_tempc	cbc_hemoglobin	bmp_sodium	bmp_bicarbonate	bmp_creatinine	sofa_past_overall_24hr	p50	sex_female	in_hospital_mortality	race_ethnicity	sofa_past_cardiovascular_24hr	Gender
hospital_admission_id	1.000	-0.054	0.020	0.006	0.015	-0.007	0.051	-0.013	-0.025	0.028	-0.042	-0.100	-0.022	0.031	0.020	-0.043	0.018	-0.007	-0.082	-0.020	0.006	0.050	0.154	0.089	0.006
admission_age	-0.054	1.000	-0.200	-0.139	-0.151	0.010	-0.020	0.683	0.049	-0.023	-0.015	0.018	-0.029	-0.108	-0.150	0.058	0.057	0.138	0.047	0.004	0.074	0.132	0.071	0.056	0.074
weight_admission	0.020	-0.200	1.000	0.396	0.891	0.025	0.026	-0.099	-0.061	0.149	-0.005	-0.025	-0.033	0.050	0.108	-0.037	0.090	0.157	0.000	0.032	0.258	0.064	0.042	0.028	0.258
height_admission	0.006	-0.139	0.396	1.000	-0.014	0.005	0.016	-0.092	0.018	-0.019	0.024	0.019	0.008	0.017	0.124	-0.021	-0.017	0.107	0.020	0.019	0.258	0.008	0.037	0.009	0.258
BMI_admission	0.015	-0.151	0.891	-0.014	1.000	0.026	0.021	-0.064	-0.072	0.163	-0.016	-0.035	-0.038	0.050	0.060	-0.032	0.100	0.125	-0.008	0.026	0.003	0.013	0.023	0.000	0.003
los_hospital	-0.007	0.010	0.025	0.005	0.026	1.000	0.670	0.010	0.084	-0.015	-0.020	-0.004	-0.008	0.091	-0.167	0.005	0.022	0.015	0.043	-0.010	0.007	0.004	0.017	0.000	0.007
los_ICU	0.051	-0.020	0.026	0.016	0.021	0.670	1.000	-0.023	0.038	-0.008	-0.041	-0.038	-0.048	0.087	-0.097	0.030	0.001	0.013	0.079	0.019	0.004	0.016	0.001	0.006	0.004
comorbidity_score_value	-0.013	0.683	-0.099	-0.092	-0.064	0.010	-0.023	1.000	0.020	0.017	-0.045	-0.039	-0.040	-0.104	-0.226	-0.023	0.064	0.258	0.067	-0.014	0.057	0.141	0.034	0.050	0.057
pH	-0.025	0.049	-0.061	0.018	-0.072	0.084	0.038	0.020	1.000	-0.419	-0.096	0.149	0.082	0.158	-0.046	0.014	0.223	-0.217	-0.077	-0.200	0.045	0.226	0.029	0.081	0.045
pCO2	0.028	-0.023	0.149	-0.019	0.163	-0.015	-0.008	0.017	-0.419	1.000	-0.053	-0.160	-0.117	-0.075	0.098	0.046	0.529	-0.111	-0.109	0.088	0.050	0.084	0.029	0.047	0.050
pO2	-0.042	-0.015	-0.005	0.024	-0.016	-0.020	-0.041	-0.045	-0.096	-0.053	1.000	0.871	0.572	0.013	0.044	0.018	-0.113	0.012	0.028	0.426	0.018	0.044	0.012	0.018	0.018
SaO2	-0.100	0.018	-0.025	0.019	-0.035	-0.004	-0.038	-0.039	0.149	-0.160	0.871	1.000	0.576	0.042	0.026	0.037	-0.058	-0.046	0.013	0.287	0.018	0.110	0.018	0.034	0.018
SpO2	-0.022	-0.029	-0.033	0.008	-0.038	-0.008	-0.048	-0.040	0.082	-0.117	0.572	0.576	1.000	0.019	-0.022	0.042	-0.059	-0.026	0.025	-0.417	0.000	0.144	0.025	0.029	0.000
vitals_tempc	0.031	-0.108	0.050	0.017	0.050	0.091	0.087	-0.104	0.158	-0.075	0.013	0.042	0.019	1.000	0.005	0.017	0.039	-0.063	0.034	0.002	0.029	0.166	0.025	0.051	0.029
cbc_hemoglobin	0.020	-0.150	0.108	0.124	0.060	-0.167	-0.097	-0.226	-0.046	0.098	0.044	0.026	-0.022	0.005	1.000	-0.033	0.089	-0.159	-0.156	0.092	0.145	0.085	0.029	0.095	0.145
bmp_sodium	-0.043	0.058	-0.037	-0.021	-0.032	0.005	0.030	-0.023	0.014	0.046	0.018	0.037	0.042	0.017	-0.033	1.000	0.087	-0.065	0.075	-0.027	0.018	0.079	0.014	0.042	0.018
bmp_bicarbonate	0.018	0.057	0.090	-0.017	0.100	0.022	0.001	0.064	0.223	0.529	-0.113	-0.058	-0.059	0.039	0.089	0.087	1.000	-0.298	-0.218	-0.046	0.071	0.175	0.032	0.109	0.071
bmp_creatinine	-0.007	0.138	0.157	0.107	0.125	0.015	0.013	0.258	-0.217	-0.111	0.012	-0.046	-0.026	-0.063	-0.159	-0.065	-0.298	1.000	0.302	0.029	0.062	0.118	0.053	0.071	0.062
sofa_past_overall_24hr	-0.082	0.047	0.000	0.020	-0.008	0.043	0.079	0.067	-0.077	-0.109	0.028	0.013	0.025	0.034	-0.156	0.075	-0.218	0.302	1.000	0.001	0.039	0.204	0.019	0.332	0.039
p50	-0.020	0.004	0.032	0.019	0.026	-0.010	0.019	-0.014	-0.200	0.088	0.426	0.287	-0.417	0.002	0.092	-0.027	-0.046	0.029	0.001	1.000	0.003	0.112	0.042	0.031	0.003
sex_female	0.006	0.074	0.258	0.258	0.003	0.007	0.004	0.057	0.045	0.050	0.018	0.018	0.000	0.029	0.145	0.018	0.071	0.062	0.039	0.003	1.000	0.000	0.011	0.046	1.000
in_hospital_mortality	0.050	0.132	0.064	0.008	0.013	0.004	0.016	0.141	0.226	0.084	0.044	0.110	0.144	0.166	0.085	0.079	0.175	0.118	0.204	0.112	0.000	1.000	0.021	0.183	0.000
race_ethnicity	0.154	0.071	0.042	0.037	0.023	0.017	0.001	0.034	0.029	0.029	0.012	0.018	0.025	0.025	0.029	0.014	0.032	0.053	0.019	0.042	0.011	0.021	1.000	0.031	0.011
sofa_past_cardiovascular_24hr	0.089	0.056	0.028	0.009	0.000	0.000	0.006	0.050	0.081	0.047	0.018	0.034	0.029	0.051	0.095	0.042	0.109	0.071	0.332	0.031	0.046	0.183	0.031	1.000	0.046
Gender	0.006	0.074	0.258	0.258	0.003	0.007	0.004	0.057	0.045	0.050	0.018	0.018	0.000	0.029	0.145	0.018	0.071	0.062	0.039	0.003	1.000	0.000	0.011	0.046	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	hospital_admission_id	source_db	admission_age	sex_female	weight_admission	height_admission	BMI_admission	los_hospital	los_ICU	comorbidity_score_name	comorbidity_score_value	in_hospital_mortality	race_ethnicity	pH	pCO2	pO2	SaO2	SpO2	vitals_tempc	cbc_hemoglobin	bmp_sodium	bmp_bicarbonate	bmp_creatinine	sofa_past_overall_24hr	sofa_past_cardiovascular_24hr	p50	Gender
9	190805	eicu	60.0	0	125.9	172.7	42.212498	6.884028	3.291667	Charlson	3.0	0.0	White	7.41	39.0	78.0	96.0	96.0	38.1	12.8	138.0	21.0	0.800	6.0	1.0	24.153464	Male
12	141654	eicu	65.0	0	77.1	185.4	22.430292	93.045139	82.833333	Charlson	8.0	0.0	White	7.28	45.0	130.0	95.0	95.0	36.6	9.6	132.0	29.0	5.130	6.0	1.0	43.878585	Male
13	155590	eicu	44.0	0	262.4	190.5	72.305922	30.303472	15.458333	Charlson	0.0	0.0	White	7.29	42.0	96.0	96.0	98.0	36.8	11.4	138.0	23.0	5.080	8.0	1.0	22.846133	Male
18	195394	eicu	67.0	0	107.1	179.1	33.388607	3.976389	3.958333	Charlson	3.0	0.0	White	7.34	39.0	69.0	92.0	94.0	36.9	14.4	145.0	21.0	1.130	7.0	1.0	25.006964	Male
19	138012	eicu	62.0	0	151.4	167.6	53.898645	12.768056	4.833333	Charlson	4.0	0.0	White	7.31	62.0	117.0	97.0	97.0	38.3	9.7	137.8	24.4	1.074	2.0	1.0	32.458224	Male
27	130585	eicu	85.0	1	88.0	167.0	31.553659	9.919444	1.541667	Charlson	6.0	0.0	Black	7.50	48.0	140.0	98.0	99.0	36.6	11.7	142.0	40.0	1.270	6.0	1.0	25.704131	Female
30	132653	eicu	59.0	0	88.7	172.7	29.739862	33.213889	18.166667	Charlson	3.0	0.0	White	7.23	55.0	96.0	96.0	97.0	36.1	12.1	138.0	24.0	1.330	1.0	1.0	26.632389	Male
34	163687	eicu	51.0	1	47.9	162.6	18.117340	23.100000	4.166667	Charlson	1.0	0.0	White	7.24	12.0	112.0	96.0	98.0	37.6	5.3	137.0	6.0	0.870	5.0	1.0	26.653822	Female
41	145590	eicu	61.0	0	95.1	182.9	28.428445	7.995833	3.833333	Charlson	3.0	0.0	White	7.33	46.0	115.0	97.0	99.0	36.7	9.2	139.4	25.8	1.368	2.0	0.0	21.114107	Male
46	176389	eicu	51.0	0	53.0	175.3	17.246939	1.276389	1.291667	Charlson	1.0	1.0	White	7.25	48.0	78.0	93.0	78.0	35.6	8.8	146.0	14.0	0.500	9.0	1.0	48.903332	Male

	hospital_admission_id	source_db	admission_age	weight_admission	height_admission	BMI_admission	los_hospital	los_ICU	comorbidity_score_name	comorbidity_score_value	in_hospital_mortality	race_ethnicity	pH	pCO2	pO2	SaO2	SpO2	vitals_tempc	cbc_hemoglobin	bmp_sodium	bmp_bicarbonate	bmp_creatinine	sofa_past_overall_24hr	sofa_past_cardiovascular_24hr	p50	Gender
43413	2738149	eicu	78.0	72.5	167.6	25.810117	13.540972	7.291667	Charlson	4.0	0.0	White	7.303	41.2	70.0	92.0	96.0	36.9	10.4	133.0	25.0	1.27	5.0	1.0	21.676186	Male
43414	2721917	eicu	47.0	64.7	180.3	19.902738	4.478472	1.458333	Charlson	2.0	0.0	White	7.344	34.5	87.0	96.0	99.0	37.0	8.5	130.0	15.0	1.29	1.0	0.0	15.973281	Male
43416	2720045	eicu	61.0	118.4	170.2	40.872631	21.746528	14.500000	Charlson	4.0	0.0	White	7.369	35.9	144.0	99.0	96.0	36.9	10.6	136.0	22.0	3.40	6.0	1.0	44.591011	Male
43418	2728641	eicu	59.0	53.7	160.0	20.976562	4.323611	0.708333	Charlson	8.0	1.0	Black	7.342	34.0	60.0	89.0	94.0	37.3	8.7	139.0	18.0	4.51	5.0	1.0	21.745186	Male
43421	2723336	eicu	61.0	77.2	175.3	25.121957	3.579167	3.583333	Charlson	7.0	0.0	Black	7.485	29.6	50.0	88.0	95.0	36.9	10.6	140.0	25.0	1.49	4.0	0.0	16.876379	Male
43423	2741806	eicu	59.0	76.2	177.8	24.104130	0.576389	0.291667	Charlson	1.0	1.0	White	6.990	60.0	74.0	84.0	94.0	32.5	11.4	125.0	15.0	3.63	13.0	1.0	26.819063	Male
43425	2732191	eicu	80.0	63.0	165.1	23.112472	7.892361	1.708333	Charlson	7.0	1.0	White	7.422	27.3	50.0	87.0	92.0	36.1	8.0	145.0	23.0	0.83	8.0	0.0	20.310142	Male
43426	2724336	eicu	59.0	180.0	175.3	58.574511	3.413194	1.416667	Charlson	2.0	0.0	White	7.398	28.1	61.0	91.0	93.0	36.7	15.6	130.0	19.0	0.81	4.0	1.0	23.493600	Male
43431	2727434	eicu	62.0	65.1	167.6	23.175705	9.804167	3.083333	Charlson	2.0	0.0	White	7.262	45.8	88.0	95.0	97.0	37.0	12.0	146.0	23.0	0.96	2.0	2.0	24.413023	Male
43432	2721288	eicu	67.0	155.2	172.7	52.036376	18.186806	11.333333	Charlson	6.0	0.0	White	7.374	67.2	97.0	97.0	95.0	36.8	11.6	145.0	36.0	1.90	1.0	0.0	32.740175	Male

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number